Load datasets and check data types / shape

Introduction

EDA

Parametric data – Distribution tests

Lag Plot

Bimodal distribution - transformation to Normal

Transformation method: Quantile Transformation

Abnormal values detection

Method: Z- Score

dataset: transformed dataset to Normal Distribution

Abnormal values detection

Method: IsolationForest

dataset: origial dataset

Abnormal values detection

Method: Z score

dataset: origial dataset

Simple way of detection and presentation of the results